Extended Amazon Reviews Across Four Product Categories

An extension of the Amazon Reviews 2023 dataset, curated by Google, focusing on four specific product categories. The dataset includes reviews for Appliances, Clothing Shoes and Jewelry, Sports and Outdoors, and Video Games. Items without associated images were removed to support research requiring visual data.

Use Cases

• Train multimodal classifiers to predict product category from combined review text and product image features.
• Analyze sentiment scores derived from review text across different product types like 'Appliances' and 'Video Games'.
• Build image-based retrieval models using product images from the 'Clothing_Shoes_and_Jewelry' category.
• Study the relationship between review metadata (e.g., rating, helpfulness votes) and product features in 'Sports_and_Outdoors'.

Strengths

• Focuses on four distinct product categories for comparative analysis.
• Data cleaning removed items without images, ensuring multimodal integrity for relevant tasks.

Limitations

• The sample size and total row count are unknown, limiting assessment of statistical power.
• The dataset excludes products without images, introducing a potential bias against items lacking visual representation.
• Specific column names and data schema are not provided, complicating direct usage.

Provenance

Source

Amazon Reviews 2023 Dataset

Collection Method

Cleaned and augmented from the base dataset, with items lacking images removed.

Freshness

Last updated January 2026, indicating recent maintenance.